In [1]:
import pandas as pd
import numpy as np
import datetime as dt
import seaborn as sns
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans

# Load the dataset
file_path = 'ecommerce_customer_data_large.csv'
df = pd.read_csv(file_path)

Data Preprocessing

In [2]:
df.isnull().sum()
Out[2]:
Customer ID                  0
Purchase Date                0
Product Category             0
Product Price                0
Quantity                     0
Total Purchase Amount        0
Payment Method               0
Customer Age                 0
Returns                  47382
Customer Name                0
Age                          0
Gender                       0
Churn                        0
dtype: int64
In [3]:
df.shape
Out[3]:
(250000, 13)
In [33]:
df = df[df["Returns"] != 1.000]
df
Out[33]:
Customer ID Purchase Date Product Category Product Price Quantity Total Purchase Amount Payment Method Customer Age Returns Customer Name Age Gender Churn
3 44605 2023-01-17 13:14:36 Electronics 396 3 937 Cash 31 0.0 John Rivera 31 Female 0
6 13738 2023-07-25 05:17:24 Electronics 205 1 2773 Credit Card 27 NaN Lauren Johnson 27 Female 0
8 13738 2021-12-21 03:29:05 Home 12 2 2175 Cash 27 NaN Lauren Johnson 27 Female 0
9 13738 2023-02-09 00:53:14 Electronics 40 4 4327 Cash 27 0.0 Lauren Johnson 27 Female 0
10 33969 2023-02-28 19:58:23 Clothing 410 3 5018 Credit Card 27 NaN Carol Allen 27 Male 0
... ... ... ... ... ... ... ... ... ... ... ... ... ...
249991 16247 2020-06-24 17:29:27 Electronics 368 1 1720 Credit Card 22 0.0 Mike Thompson 22 Male 0
249994 39806 2021-08-01 04:43:12 Electronics 225 5 5293 Credit Card 60 0.0 Dana Brown 60 Female 0
249995 33807 2023-01-24 12:32:18 Home 436 1 3664 Cash 63 0.0 Gabriel Williams 63 Male 0
249997 28055 2022-11-10 17:11:57 Electronics 441 5 5296 Cash 63 NaN Lisa Johnson 63 Female 0
249999 4148 2020-09-07 05:12:19 Home 307 5 3634 Cash 32 0.0 Angela Norton 32 Male 0

148524 rows × 13 columns

RFM Analysis is a technique used for customer segmentation. It allows grouping customers based on their purchase behavior, enabling the development of strategies for each group. Recency (How recently a customer has made a purchase) Frequency (How often a customer makes purchases) Monetary (How much money a customer spends)¶

In [4]:
df["Purchase Date"].max()
Out[4]:
'2023-09-13 18:42:49'
In [5]:
df['Total Price'] = df['Product Price'] * df['Quantity']
In [6]:
df = df.rename(columns={"Purchase Date": "Purchase_Date"})
df = df.rename(columns={"Customer ID": "Customer_ID"})
df = df.rename(columns={"Total Price": "Total_Price"})
df['Purchase_Date'] = pd.to_datetime(df['Purchase_Date'])
today_date = dt.datetime(2023, 9, 15)
In [7]:
rfm = df.groupby('Customer_ID').agg({'Purchase_Date': lambda Purchase_Date: (today_date - Purchase_Date.max()).days,
                                     'Customer_ID': lambda Customer_ID: Customer_ID.value_counts(),
                                     'Total_Price': lambda Total_Price: Total_Price.sum()})
rfm
Out[7]:
Purchase_Date Customer_ID Total_Price
Customer_ID
1 289 3 5600
2 73 6 6459
3 223 4 3613
4 442 5 4339
5 425 5 2263
... ... ... ...
49996 360 7 6107
49997 389 2 1592
49998 14 10 8440
49999 357 6 4188
50000 123 7 3871

49661 rows × 3 columns

In [8]:
rfm.columns = ['Recency', 'Frequency', 'Monetary']
In [9]:
rfm["recency_score"] = pd.qcut(rfm['Recency'], 5, labels=[5, 4, 3, 2, 1])

# 0-100, 0-20, 20-40, 40-60, 60-80, 80-100

rfm["frequency_score"] = pd.qcut(rfm['Frequency'].rank(method="first"), 5, labels=[1, 2, 3, 4, 5])

rfm["monetary_score"] = pd.qcut(rfm['Monetary'], 5, labels=[1, 2, 3, 4, 5])

rfm["RFM_SCORE"] = (rfm['recency_score'].astype(str) +
                    rfm['frequency_score'].astype(str))
In [10]:
rfm.head()
Out[10]:
Recency Frequency Monetary recency_score frequency_score monetary_score RFM_SCORE
Customer_ID
1 289 3 5600 2 1 5 21
2 73 6 6459 4 4 5 44
3 223 4 3613 3 2 3 32
4 442 5 4339 1 3 4 13
5 425 5 2263 2 3 2 23
In [11]:
seg_map = {
    r'[1-2][1-2]': 'Hibernating',
    r'[1-2][3-4]': 'At Risk',
    r'[1-2]5': 'Cant Loose',
    r'3[1-2]': 'About to sleep',
    r'33': 'Need Attention',
    r'[3-4][4-5]': 'Loyal Customers',
    r'41': 'Promising',
    r'51': 'New Customers',
    r'[4-5][2-3]': 'Potential Loyalists',
    r'5[4-5]': 'Champions'
}
In [12]:
rfm['segment'] = rfm['RFM_SCORE'].replace(seg_map, regex=True)
In [44]:
rfm
Out[44]:
Recency Frequency Monetary recency_score frequency_score monetary_score RFM_SCORE segment
Customer_ID
1 289 3 5600 3 2 5 32 About to sleep
2 141 2 3121 4 1 4 41 Promising
3 223 4 3613 3 4 4 34 Loyal Customers
4 687 2 1335 1 1 2 11 Hibernating
5 425 2 1033 2 1 2 21 Hibernating
... ... ... ... ... ... ... ... ...
49996 360 5 3974 3 5 5 35 Loyal Customers
49997 389 2 1592 2 2 2 22 Hibernating
49998 117 4 3957 4 5 5 45 Loyal Customers
49999 415 3 2810 2 4 4 24 At Risk
50000 123 4 2424 4 5 3 45 Loyal Customers

47490 rows × 8 columns

In [13]:
import pandas as pd
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
import matplotlib.pyplot as plt
import seaborn as sns

# Assuming 'rfm' is the DataFrame with Recency, Frequency, and Monetary features
# Step 1: Preprocessing - Scaling the data
features = ['Recency', 'Frequency', 'Monetary']
X = rfm[features]

# Standardize the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Step 2: Determine the optimal number of clusters using the Elbow method
inertia = []
K = range(1, 11)
for k in K:
    kmeans = KMeans(n_clusters=k, random_state=42)
    kmeans.fit(X_scaled)
    inertia.append(kmeans.inertia_)

# Plot the Elbow method
plt.figure(figsize=(8, 5))
plt.plot(K, inertia, 'bo-', markerfacecolor='r')
plt.title('Elbow Method For Optimal K')
plt.xlabel('Number of clusters')
plt.ylabel('Inertia')
plt.show()

# Step 3: Fit K-Means with the optimal number of clusters (let's assume K=4 based on the elbow plot)
kmeans = KMeans(n_clusters=4, random_state=42)
rfm['Cluster'] = kmeans.fit_predict(X_scaled)

# Step 4: Analyze the clusters
rfm['Cluster'] = rfm['Cluster'].astype(str)  # Convert cluster labels to string for easier visualization
plt.figure(figsize=(10, 7))
sns.scatterplot(data=rfm, x='Recency', y='Monetary', hue='Cluster', palette='Set1')
plt.title('Customer Segments based on Recency and Monetary')
plt.show()

# Step 5: Interpretation - View cluster means to understand segments
cluster_summary = rfm.groupby('Cluster').agg({
    'Recency': 'mean',
    'Frequency': 'mean',
    'Monetary': 'mean'
}).reset_index()

print(cluster_summary)
No description has been provided for this image
No description has been provided for this image
  Cluster     Recency  Frequency     Monetary
0       0  195.805647   3.470939  2239.454886
1       1  141.140015   8.391029  7298.577293
2       2  720.527080   2.956077  2182.198238
3       3  179.217648   5.809469  4469.535728
In [14]:
import pandas as pd
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
from sklearn.metrics import silhouette_score, davies_bouldin_score
import matplotlib.pyplot as plt
import seaborn as sns

rfm['Cluster'] = rfm['Cluster'].astype(int)

silhouette_avg = silhouette_score(X_scaled, rfm['Cluster'])
davies_bouldin_avg = davies_bouldin_score(X_scaled, rfm['Cluster'])

print(f'Silhouette Score: {silhouette_avg:.3f}')
print(f'Davies-Bouldin Index: {davies_bouldin_avg:.3f}')

# Step 3: Visualize clusters with Pair Plot for detailed analysis
sns.pairplot(rfm, hue='Cluster', vars=features, palette='Set1')
plt.suptitle('Pair Plot of Clusters', y=1.02)
plt.show()
Silhouette Score: 0.311
Davies-Bouldin Index: 1.016
No description has been provided for this image

Business Model

In [15]:
rfm.head()
Out[15]:
Recency Frequency Monetary recency_score frequency_score monetary_score RFM_SCORE segment Cluster
Customer_ID
1 289 3 5600 2 1 5 21 Hibernating 3
2 73 6 6459 4 4 5 44 Loyal Customers 3
3 223 4 3613 3 2 3 32 About to sleep 0
4 442 5 4339 1 3 4 13 At Risk 3
5 425 5 2263 2 3 2 23 At Risk 0
In [16]:
# Assuming rfm DataFrame is already defined in your previous notebook

# Check the data type of the 'Cluster' column
print("Initial Cluster Data Type:", rfm['Cluster'].dtype)

# If it's not an integer type, convert it
if rfm['Cluster'].dtype == 'object':
    rfm['Cluster'] = rfm['Cluster'].astype(int)

# Confirm the data types of the DataFrame
print("Data Types After Conversion:\n", rfm.dtypes)

# Function to assign business strategy and customer characteristics based on cluster
def assign_business_strategy(row):
    if row['Cluster'] == 0:  # Loyal Champions (Cluster 0)
        return (
            "Highly engaged, made recent purchases, high spending.",
            [
                "Offer loyalty rewards (e.g., VIP programs, early access to new products).",
                "Introduce referral programs to encourage bringing in new customers.",
                "Provide exclusive discounts or personalized product recommendations."
            ]
        )
    elif row['Cluster'] == 1:  # At Risk (Cluster 1)
        return (
            "Haven't made a purchase recently but were frequent buyers.",
            [
                "Launch a re-engagement campaign with personalized offers and incentives.",
                "Use email marketing to highlight new arrivals or special deals to win them back.",
                "Offer time-sensitive discounts to create urgency and bring them back."
            ]
        )
    elif row['Cluster'] == 2:  # New & Promising (Cluster 2)
        return (
            "New customers, recent engagement, low purchase frequency.",
            [
                "Focus on nurturing these customers through welcome offers or first-time buyer discounts.",
                "Provide a personalized shopping experience to encourage repeat purchases.",
                "Send follow-up emails or push notifications to keep them engaged."
            ]
        )
    elif row['Cluster'] == 3:  # Hibernating Customers (Cluster 3)
        return (
            "Low purchase frequency, haven't bought anything in a long time.",
            [
                "Allocate minimal marketing resources to this segment.",
                "Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest."
            ]
        )
    # Default return in case no match found
    return (
        "Unknown",
        ["No specific strategy assigned."]
    )

# Apply the strategy assignment function to each row of the rfm DataFrame
rfm[['Customer_Characteristics', 'Business_Strategy_List']] = rfm.apply(
    lambda row: pd.Series(assign_business_strategy(row)), axis=1
)

# Display relevant columns to verify the results
print(rfm[['Cluster', 'Customer_Characteristics', 'Business_Strategy_List']])

# Debugging output to ensure clusters are processed correctly
for i, row in rfm.iterrows():
    print(f"Row {i}: Cluster = {row['Cluster']}, Characteristics = {row['Customer_Characteristics']}, Strategy = {row['Business_Strategy_List']}")
Initial Cluster Data Type: int64
Data Types After Conversion:
 Recency               int64
Frequency             int64
Monetary              int64
recency_score      category
frequency_score    category
monetary_score     category
RFM_SCORE            object
segment              object
Cluster               int64
dtype: object
             Cluster                           Customer_Characteristics  \
Customer_ID                                                               
1                  3  Low purchase frequency, haven't bought anythin...   
2                  3  Low purchase frequency, haven't bought anythin...   
3                  0  Highly engaged, made recent purchases, high sp...   
4                  3  Low purchase frequency, haven't bought anythin...   
5                  0  Highly engaged, made recent purchases, high sp...   
...              ...                                                ...   
49996              3  Low purchase frequency, haven't bought anythin...   
49997              0  Highly engaged, made recent purchases, high sp...   
49998              1  Haven't made a purchase recently but were freq...   
49999              3  Low purchase frequency, haven't bought anythin...   
50000              3  Low purchase frequency, haven't bought anythin...   

                                        Business_Strategy_List  
Customer_ID                                                     
1            [Allocate minimal marketing resources to this ...  
2            [Allocate minimal marketing resources to this ...  
3            [Offer loyalty rewards (e.g., VIP programs, ea...  
4            [Allocate minimal marketing resources to this ...  
5            [Offer loyalty rewards (e.g., VIP programs, ea...  
...                                                        ...  
49996        [Allocate minimal marketing resources to this ...  
49997        [Offer loyalty rewards (e.g., VIP programs, ea...  
49998        [Launch a re-engagement campaign with personal...  
49999        [Allocate minimal marketing resources to this ...  
50000        [Allocate minimal marketing resources to this ...  

[49661 rows x 3 columns]
Row 1: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 50: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 51: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 52: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 53: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 54: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 55: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 56: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 57: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 58: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 59: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 60: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 61: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 62: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 63: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 64: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 65: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 66: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 67: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 68: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 69: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 70: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 71: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 72: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 73: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 74: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 75: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 76: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 77: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 78: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 79: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 80: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 81: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 82: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 83: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 84: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 85: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 86: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 87: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 88: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 89: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 90: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 91: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 92: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 93: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 94: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 95: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 96: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 97: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 98: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 99: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 142: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 163: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 166: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 176: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 187: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 321: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 422: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 478: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 564: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 602: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 614: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 618: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 634: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 655: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 696: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 764: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 769: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 793: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 846: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 953: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 954: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1023: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1058: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1073: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1081: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1122: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1128: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1220: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1235: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1266: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1272: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1306: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1444: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1467: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1472: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1521: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1552: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1634: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1680: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1698: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1722: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1746: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1747: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1771: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1872: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1963: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 1993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 1996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 1998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 1999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2003: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2049: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2068: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2089: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2090: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2096: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2128: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2150: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2203: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2402: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2437: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2443: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2542: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2689: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2732: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2739: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2764: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2829: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2845: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2860: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2911: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2960: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 2989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 2997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 2998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 2999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3023: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3037: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3049: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3099: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3168: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3186: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3203: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3206: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3252: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3258: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3329: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3423: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3434: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3444: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3475: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3507: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3513: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3519: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3540: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3583: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3591: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3603: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3609: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3655: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3673: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3674: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3698: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3701: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3783: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3845: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3846: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3927: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3929: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3943: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3963: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 3994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 3997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 3998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 3999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4024: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4068: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4090: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4142: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4163: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4193: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4217: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4252: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4270: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4300: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4358: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4408: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4422: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4425: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4481: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4504: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4516: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4536: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4546: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4560: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4603: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4624: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4670: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4672: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4720: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4726: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4747: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4779: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4784: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4792: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4826: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4870: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4879: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4926: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4929: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4956: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4957: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4991: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 4995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 4997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 4998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 4999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5000: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5005: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5008: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5057: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5101: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5123: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5157: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5217: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5338: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5358: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5360: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5390: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5454: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5503: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5539: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5576: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5607: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5670: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5687: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5689: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5779: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5859: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5879: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5901: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5907: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5917: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5953: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5957: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5973: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5986: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 5989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 5996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 5998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 5999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6023: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6024: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6103: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6166: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6189: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6212: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6250: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6273: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6284: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6321: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6360: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6422: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6441: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6449: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6452: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6495: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6519: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6531: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6539: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6579: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6581: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6582: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6687: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6751: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6762: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6804: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6829: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6831: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6838: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6855: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6889: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 6993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 6997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 6998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 6999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7027: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7046: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7086: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7101: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7115: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7116: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7122: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7125: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7135: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7154: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7158: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7161: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7212: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7246: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7326: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7360: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7391: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7402: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7437: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7527: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7572: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7575: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7576: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7583: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7599: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7672: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7727: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7814: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7823: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7847: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7853: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7901: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7978: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 7980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 7997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 7998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 7999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8005: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8007: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8015: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8033: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8046: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8090: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8116: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8217: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8231: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8234: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8250: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8277: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8300: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8311: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8403: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8434: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8472: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8521: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8531: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8590: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8609: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8618: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8643: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8672: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8691: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8696: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8699: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8722: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8732: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8746: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8786: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8806: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8831: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8838: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8847: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8860: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8942: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 8988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8995: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 8996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 8997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 8999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9015: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9053: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9059: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9081: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9086: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9118: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9154: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9176: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9210: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9212: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9270: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9284: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9413: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9443: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9472: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9503: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9518: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9559: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9560: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9598: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9602: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9609: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9624: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9641: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9678: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9740: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9743: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9827: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9846: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9856: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9893: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9903: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9956: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 9988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 9997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 9998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 9999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10015: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10037: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10121: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10122: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10157: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10185: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10216: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10238: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10295: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10390: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10454: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10472: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10513: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10539: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10540: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10628: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10678: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10680: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10752: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10806: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10814: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10844: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10876: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10889: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10912: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10938: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10963: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10973: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10978: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 10991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 10996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 10998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 10999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11059: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11077: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11089: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11099: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11118: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11132: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11142: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11206: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11273: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11299: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11300: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11321: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11391: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11394: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11423: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11495: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11527: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11546: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11547: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11559: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11582: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11589: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11609: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11764: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11792: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11804: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11814: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11845: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11846: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11869: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11889: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11912: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11919: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11927: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11929: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11960: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11968: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11990: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 11995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 11997: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 11998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 11999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12012: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12033: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12038: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12046: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12075: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12118: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12202: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12235: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12345: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12360: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12375: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12425: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12472: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12479: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12575: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12599: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12602: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12634: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12641: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12643: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12743: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12762: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12771: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12779: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12834: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12863: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12901: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12943: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12960: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 12981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12990: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 12991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12995: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 12996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 12999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13015: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13077: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13088: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13122: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13132: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13186: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13193: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13231: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13413: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13420: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13443: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13464: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13467: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13495: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13564: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13575: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13583: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13609: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13673: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13698: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13726: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13732: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13751: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13769: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13783: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13797: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13858: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13859: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13872: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13879: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13901: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13912: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13963: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 13975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 13986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 13998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 13999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14008: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14009: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14049: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14059: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14075: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14088: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14099: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14103: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14128: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14132: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14135: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14158: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14176: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14215: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14231: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14357: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14358: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14452: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14503: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14504: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14519: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14534: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14548: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14729: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14740: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14771: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14779: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14786: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14792: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14858: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14870: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14917: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14927: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14936: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 14994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 14995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 14997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 14999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15015: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15023: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15038: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15046: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15049: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15057: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15074: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15086: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15115: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15165: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15246: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15292: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15295: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15297: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15358: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15437: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15449: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15450: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15516: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15546: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15547: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15581: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15583: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15598: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15609: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15641: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15680: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15689: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15691: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15720: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15747: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15751: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15756: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15781: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15809: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15911: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15943: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 15995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 15997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 15998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 15999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16089: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16096: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16099: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16101: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16128: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16135: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16168: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16214: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16215: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16250: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16289: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16292: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16293: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16300: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16357: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16414: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16455: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16521: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16534: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16585: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16589: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16632: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16837: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16869: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16874: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16897: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16949: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16954: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 16985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 16990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 16996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 16999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17014: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17033: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17058: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17059: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17121: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17128: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17154: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17403: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17495: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17504: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17548: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17634: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17641: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17653: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17729: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17743: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17781: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17789: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17814: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17844: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17856: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17893: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17912: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17938: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17954: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17963: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 17993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 17995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17997: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 17998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 17999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18027: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18028: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18033: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18074: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18118: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18161: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18187: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18273: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18297: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18328: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18338: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18467: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18474: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18502: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18632: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18670: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18719: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18726: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18743: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18786: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18789: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18793: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18816: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18846: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18853: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18858: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18879: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18927: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18931: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18942: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18969: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18973: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18978: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 18995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 18997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 18998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 18999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19001: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19074: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19092: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19121: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19123: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19176: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19246: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19270: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19326: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19338: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19381: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19403: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19415: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19541: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19585: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19712: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19728: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19748: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19756: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19803: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19809: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19856: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19870: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 19990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 19995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 19998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 19999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20038: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20046: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20116: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20328: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20441: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20481: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20495: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20579: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20590: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20591: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20662: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20729: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20789: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20823: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20835: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20844: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20990: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 20994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 20996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 20997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 20999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21023: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21029: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21060: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21073: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21116: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21187: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21204: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21210: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21293: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21375: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21408: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21475: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21499: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21539: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21559: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21607: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21611: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21628: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21634: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21641: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21672: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21714: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21783: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21786: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21799: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21814: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21853: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21858: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21863: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21872: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21892: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21926: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21953: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21956: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21963: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 21985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 21995: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 21996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 21999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22000: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22074: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22077: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22125: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22154: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22214: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22258: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22261: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22272: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22289: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22334: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22345: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22408: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22444: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22527: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22545: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22552: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22589: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22609: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22614: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22632: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22640: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22740: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22793: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22889: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22903: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22917: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22963: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22991: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 22993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 22995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 22998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 22999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23024: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23060: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23121: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23123: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23155: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23187: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23206: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23210: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23234: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23235: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23272: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23306: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23321: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23358: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23375: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23425: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23464: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23474: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23475: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23547: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23575: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23590: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23599: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23640: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23641: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23646: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23699: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23719: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23740: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23762: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23771: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23837: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23859: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23863: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23879: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23900: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23953: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23956: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23957: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23978: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 23990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 23997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 23998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 23999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24012: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24101: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24125: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24165: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24166: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24293: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24390: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24402: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24444: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24449: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24521: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24541: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24590: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24641: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24643: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24751: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24762: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24790: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24931: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 24992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 24997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 24998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 24999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25007: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25024: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25068: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25077: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25127: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25138: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25155: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25185: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25186: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25249: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25266: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25281: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25295: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25297: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25311: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25357: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25422: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25443: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25531: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25607: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25674: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25696: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25746: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25748: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25789: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25806: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25841: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25863: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25892: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25897: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25911: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25927: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25938: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25957: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25969: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 25982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25991: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 25993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 25998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 25999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26007: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26053: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26075: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26080: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26153: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26161: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26210: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26259: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26300: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26321: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26328: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26358: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26371: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26403: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26425: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26464: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26503: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26513: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26527: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26575: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26585: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26611: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26632: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26653: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26661: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26728: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26797: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26806: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26810: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26823: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26838: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26844: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26858: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26859: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26870: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26903: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26929: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26931: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26942: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26991: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 26995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 26997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 26998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 26999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27033: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27037: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27088: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27115: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27128: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27153: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27163: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27168: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27189: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27217: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27220: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27238: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27281: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27326: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27352: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27419: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27454: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27482: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27483: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27518: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27545: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27571: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27614: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27643: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27691: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27721: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27741: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27748: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27844: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27855: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27914: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27963: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 27989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 27997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 27998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 27999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28005: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28007: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28037: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28058: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28060: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28086: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28127: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28158: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28183: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28187: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28207: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28284: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28296: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28306: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28321: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28376: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28391: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28402: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28449: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28472: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28479: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28502: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28575: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28579: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28614: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28680: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28712: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28726: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28727: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28814: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28876: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28900: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28963: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28991: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 28995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 28996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 28997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 28999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29007: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29011: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29014: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29046: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29060: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29081: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29153: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29163: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29166: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29321: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29360: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29519: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29533: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29540: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29557: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29565: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29582: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29609: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29649: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29680: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29764: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29766: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29781: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29823: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29837: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29869: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29901: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29949: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29963: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 29995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 29996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 29997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 29999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30023: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30068: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30073: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30086: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30122: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30160: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30163: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30174: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30185: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30193: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30206: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30207: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30216: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30220: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30261: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30266: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30299: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30378: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30403: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30420: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30502: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30525: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30541: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30542: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30545: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30611: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30646: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30680: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30719: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30720: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30722: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30728: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30783: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30830: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30844: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30862: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30877: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30892: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30897: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30901: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30911: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30962: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30986: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 30987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 30997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 30998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 30999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31003: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31028: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31046: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31087: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31099: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31111: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31125: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31132: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31150: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31216: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31248: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31277: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31281: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31295: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31348: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31366: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31394: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31412: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31441: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31479: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31535: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31544: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31602: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31617: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31653: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31655: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31656: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31674: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31716: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31826: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31856: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31914: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31919: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 31994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 31995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 31997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 31999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32018: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32019: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32026: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32027: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32099: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32122: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32123: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32131: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32157: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32158: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32165: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32186: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32204: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32258: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32266: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32273: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32297: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32322: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32345: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32398: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32420: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32467: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32472: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32527: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32551: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32579: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32614: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32641: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32674: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32675: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32714: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32716: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32747: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32771: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32797: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32809: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32814: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32834: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32839: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32847: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32860: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32864: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32874: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32897: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32911: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32919: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32986: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 32988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32991: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 32996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 32998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 32999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33011: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33013: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33046: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33053: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33068: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33117: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33118: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33126: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33127: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33145: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33162: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33200: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33219: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33220: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33256: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33270: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33328: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33381: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33391: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33399: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33531: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33540: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33541: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33542: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33544: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33552: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33582: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33599: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33618: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33622: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33686: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33698: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33719: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33722: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33752: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33764: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33769: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33799: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33831: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33869: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33874: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33876: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33890: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33896: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33901: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33987: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 33991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 33993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 33994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 33999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34003: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34008: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34042: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34046: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34086: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34088: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34099: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34105: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34115: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34116: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34122: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34154: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34155: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34168: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34195: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34205: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34214: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34247: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34261: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34273: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34277: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34292: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34330: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34363: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34400: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34442: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34443: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34480: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34514: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34536: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34548: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34564: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34575: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34591: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34605: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34641: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34648: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34655: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34695: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34701: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34756: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34770: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34797: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34804: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34807: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34853: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34855: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34858: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34878: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34906: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34914: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34943: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34947: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34953: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34957: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34974: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 34984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34990: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 34995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34997: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 34998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 34999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35009: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35012: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35013: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35039: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35049: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35091: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35096: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35099: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35112: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35113: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35128: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35155: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35189: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35220: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35294: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35322: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35326: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35358: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35467: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35483: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35516: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35526: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35537: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35543: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35546: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35560: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35572: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35578: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35584: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35591: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35621: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35632: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35639: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35678: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35696: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35748: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35771: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35795: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35799: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35838: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35858: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35894: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35905: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35911: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35959: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35973: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 35984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 35994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 35998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 35999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36012: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36013: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36027: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36057: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36073: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36074: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36088: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36092: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36097: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36102: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36142: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36143: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36166: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36185: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36210: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36252: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36261: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36262: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36288: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36296: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36321: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36337: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36350: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36351: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36352: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36356: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36360: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36381: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36392: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36415: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36431: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36441: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36449: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36450: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36452: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36491: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36492: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36502: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36521: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36523: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36585: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36613: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36674: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36689: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36698: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36701: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36709: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36724: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36760: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36781: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36820: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36831: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36835: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36889: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36893: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36901: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36970: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36976: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 36985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36991: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 36993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 36998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 36999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37003: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37009: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37013: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37040: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37052: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37054: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37096: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37099: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37113: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37138: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37161: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37202: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37210: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37234: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37235: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37244: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37272: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37291: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37306: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37332: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37347: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37363: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37386: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37394: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37430: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37434: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37455: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37464: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37469: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37504: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37529: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37545: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37548: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37555: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37560: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37566: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37582: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37592: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37603: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37646: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37680: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37681: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37697: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37700: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37714: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37732: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37735: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37739: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37788: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37821: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37823: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37824: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37826: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37828: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37829: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37855: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37866: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37898: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37919: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37936: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37939: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37942: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37960: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37977: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 37983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 37995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 37998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 37999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38005: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38014: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38053: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38073: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38074: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38088: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38093: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38095: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38121: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38138: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38144: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38165: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38184: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38190: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38193: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38201: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38202: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38205: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38238: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38241: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38246: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38251: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38265: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38268: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38282: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38286: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38305: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38325: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38326: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38328: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38415: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38418: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38445: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38471: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38475: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38493: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38505: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38511: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38516: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38521: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38530: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38545: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38547: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38560: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38576: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38585: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38588: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38602: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38614: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38628: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38642: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38643: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38664: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38670: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38684: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38709: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38728: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38740: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38774: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38786: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38789: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38792: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38804: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38819: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38838: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38845: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38857: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38858: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38872: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38885: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38893: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38909: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38911: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38926: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38943: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38949: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38954: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38971: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38982: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38984: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 38985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38994: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 38995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 38997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 38999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39008: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39009: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39023: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39028: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39030: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39046: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39063: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39069: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39071: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39073: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39080: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39127: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39130: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39137: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39163: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39166: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39169: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39190: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39193: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39203: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39238: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39243: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39257: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39258: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39296: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39322: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39332: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39335: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39341: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39342: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39370: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39396: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39422: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39457: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39460: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39468: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39471: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39481: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39482: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39504: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39518: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39522: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39524: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39539: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39541: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39559: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39609: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39615: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39640: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39653: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39682: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39699: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39701: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39705: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39746: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39752: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39767: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39768: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39776: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39783: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39800: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39801: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39809: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39817: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39818: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39826: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39836: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39870: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39874: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39885: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39900: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39903: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39907: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39917: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39943: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39972: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39980: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39981: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39989: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39990: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39993: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 39995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 39996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 39998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 39999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40006: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40012: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40016: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40055: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40064: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40075: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40084: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40096: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40097: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40098: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40115: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40128: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40136: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40139: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40142: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40158: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40166: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40178: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40180: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40185: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40202: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40207: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40212: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40222: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40241: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40250: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40253: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40258: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40261: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40264: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40271: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40272: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40277: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40293: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40302: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40303: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40308: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40311: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40313: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40339: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40349: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40352: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40362: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40384: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40385: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40387: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40398: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40408: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40411: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40413: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40415: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40420: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40425: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40426: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40429: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40437: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40447: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40451: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40452: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40467: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40474: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40475: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40483: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40486: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40487: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40492: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40523: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40532: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40540: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40549: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40552: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40554: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40569: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40571: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40579: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40589: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40592: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40602: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40619: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40623: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40628: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40637: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40638: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40651: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40659: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40662: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40663: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40666: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40669: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40673: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40679: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40681: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40692: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40710: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40718: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40719: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40747: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40761: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40771: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40773: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40780: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40781: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40793: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40797: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40807: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40809: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40814: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40827: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40829: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40835: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40837: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40840: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40844: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40862: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40870: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40890: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40892: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40907: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40926: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40936: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40940: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40948: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40952: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40954: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40958: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40969: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40978: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40983: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40985: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40991: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 40992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 40996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 40997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 40999: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41005: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41010: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41012: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41029: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41032: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41036: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41066: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41076: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41078: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41081: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41088: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41093: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41099: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41117: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41122: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41146: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41157: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41159: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41167: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41170: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41177: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41182: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41198: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41202: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41203: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41212: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41213: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41224: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41228: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41233: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41246: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41255: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41275: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41292: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41307: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41310: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41327: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41329: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41330: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41354: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41355: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41373: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41374: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41382: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41394: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41397: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41401: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41406: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41417: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41428: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41433: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41438: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41439: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41447: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41458: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41461: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41463: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41472: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41476: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41482: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41490: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41515: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41518: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41546: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41559: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41567: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41576: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41580: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41581: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41586: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41594: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41595: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41596: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41603: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41607: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41610: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41612: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41615: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41620: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41626: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41636: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41647: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41675: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41690: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41714: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41715: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41722: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41724: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41731: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41749: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41755: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41766: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41772: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41773: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41789: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41796: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41811: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41824: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41828: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41832: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41834: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41839: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41840: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41848: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41852: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41853: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41855: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41859: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41867: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41871: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41874: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41913: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41915: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41918: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41921: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41925: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41937: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41961: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41966: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41968: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41975: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41978: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41983: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 41995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 41997: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 41998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 41999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42014: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42017: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42018: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42020: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42024: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42034: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42048: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42049: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42052: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42059: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42060: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42061: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42063: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42073: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42077: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42088: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42090: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42091: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42106: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42113: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42140: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42161: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42171: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42172: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42179: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42181: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42185: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42191: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42193: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42200: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42204: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42222: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42227: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42229: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42231: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42236: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42239: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42252: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42257: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42264: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42271: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42282: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42296: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42301: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42312: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42314: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42316: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42317: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42324: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42327: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42334: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42345: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42346: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42359: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42360: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42367: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42370: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42375: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42378: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42409: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42413: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42419: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42460: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42474: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42494: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42508: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42513: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42517: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42519: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42536: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42538: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42550: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42557: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42561: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42564: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42590: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42598: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42601: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42609: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42629: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42637: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42640: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42644: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42646: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42647: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42659: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42661: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42665: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42669: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42678: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42684: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42687: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42694: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42701: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42704: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42706: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42707: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42716: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42717: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42727: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42730: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42733: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42737: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42739: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42740: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42754: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42759: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42760: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42762: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42765: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42776: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42794: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42812: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42817: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42834: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42844: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42850: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42851: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42857: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42859: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42860: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42874: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42875: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42882: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42883: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42894: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42897: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42903: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42911: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42919: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42930: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42938: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42951: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42957: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42967: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42974: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 42993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42995: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 42996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 42997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 42999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43001: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43003: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43004: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43010: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43017: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43019: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43020: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43022: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43031: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43038: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43043: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43044: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43048: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43049: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43050: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43056: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43063: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43072: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43080: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43082: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43096: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43119: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43123: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43125: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43127: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43130: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43133: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43149: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43150: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43153: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43155: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43157: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43167: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43175: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43176: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43178: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43182: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43189: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43192: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43197: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43202: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43204: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43207: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43209: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43214: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43230: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43231: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43236: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43240: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43245: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43249: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43256: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43266: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43270: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43272: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43276: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43281: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43283: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43287: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43290: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43292: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43297: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43301: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43309: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43310: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43316: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43320: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43325: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43333: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43336: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43354: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43360: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43366: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43372: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43376: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43381: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43382: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43386: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43391: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43395: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43398: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43404: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43405: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43410: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43416: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43424: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43427: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43429: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43444: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43452: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43462: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43464: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43467: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43474: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43476: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43479: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43481: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43506: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43507: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43509: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43510: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43518: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43535: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43536: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43540: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43543: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43547: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43564: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43566: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43569: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43574: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43575: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43576: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43586: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43587: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43589: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43591: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43611: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43627: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43635: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43640: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43646: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43652: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43660: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43675: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43676: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43683: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43689: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43691: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43715: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43720: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43725: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43732: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43734: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43738: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43742: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43743: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43745: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43747: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43749: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43754: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43757: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43758: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43761: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43769: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43777: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43785: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43791: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43793: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43803: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43809: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43819: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43821: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43836: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43847: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43849: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43857: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43858: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43868: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43878: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43888: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43892: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43895: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43897: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43908: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43923: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43924: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43927: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43931: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43936: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43939: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43940: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43961: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43964: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43965: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43968: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43970: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 43973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43986: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 43997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 43998: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 43999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44002: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44008: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44009: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44024: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44030: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44037: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44042: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44045: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44051: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44055: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44056: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44058: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44060: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44061: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44066: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44070: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44075: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44077: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44079: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44080: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44083: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44092: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44101: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44102: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44104: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44105: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44106: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44115: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44117: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44120: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44153: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44158: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44160: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44162: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44174: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44177: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44187: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44196: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44197: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44199: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44204: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44206: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44208: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44215: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44218: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44221: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44223: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44225: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44226: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44228: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44232: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44234: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44239: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44253: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44254: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44255: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44267: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44268: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44274: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44276: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44279: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44284: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44293: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44294: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44299: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44306: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44307: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44322: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44333: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44337: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44338: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44339: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44340: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44341: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44353: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44358: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44367: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44373: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44389: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44393: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44396: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44404: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44410: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44413: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44422: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44423: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44424: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44425: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44427: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44430: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44433: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44434: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44435: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44440: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44441: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44446: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44450: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44461: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44477: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44480: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44483: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44484: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44485: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44486: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44487: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44488: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44491: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44495: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44498: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44500: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44502: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44505: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44510: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44517: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44532: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44533: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44534: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44542: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44563: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44568: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44575: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44577: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44580: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44583: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44593: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44596: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44599: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44603: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44606: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44608: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44616: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44618: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44624: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44630: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44636: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44640: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44642: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44657: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44658: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44664: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44666: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44667: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44670: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44679: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44680: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44687: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44688: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44690: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44691: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44702: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44704: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44710: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44714: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44727: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44728: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44729: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44735: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44742: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44744: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44753: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44755: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44764: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44771: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44778: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44782: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44784: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44790: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44792: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44797: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44798: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44801: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44803: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44808: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44810: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44814: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44815: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44829: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44830: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44832: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44843: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44845: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44854: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44855: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44864: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44867: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44868: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44871: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44872: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44873: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44876: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44877: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44884: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44885: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44887: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44888: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44891: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44892: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44899: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44901: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44905: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44910: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44912: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44916: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44920: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44930: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44934: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44935: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44936: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44938: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44942: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44946: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44947: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44949: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44955: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44956: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44966: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44976: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44988: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44992: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 44993: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 44996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 44998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 44999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45004: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45013: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45022: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45025: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45029: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45031: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45038: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45039: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45041: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45043: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45050: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45058: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45062: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45064: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45065: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45067: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45068: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45076: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45078: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45080: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45084: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45085: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45094: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45096: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45098: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45105: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45107: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45109: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45110: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45113: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45115: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45116: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45119: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45121: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45122: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45128: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45129: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45134: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45135: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45137: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45139: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45141: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45142: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45143: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45146: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45147: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45148: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45150: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45151: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45152: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45156: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45165: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45168: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45169: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45171: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45172: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45174: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45184: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45188: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45196: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45203: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45206: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45209: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45213: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45215: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45216: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45219: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45220: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45221: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45226: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45235: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45237: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45240: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45242: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45243: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45246: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45247: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45248: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45251: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45253: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45254: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45269: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45274: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45277: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45278: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45280: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45283: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45284: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45289: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45292: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45296: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45299: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45302: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45304: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45306: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45309: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45311: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45314: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45315: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45323: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45331: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45335: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45339: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45340: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45344: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45345: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45351: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45352: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45359: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45360: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45364: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45365: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45366: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45368: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45369: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45375: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45377: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45380: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45383: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45385: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45391: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45392: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45393: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45403: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45407: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45409: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45414: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45415: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45417: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45418: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45420: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45426: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45432: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45436: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45437: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45440: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45448: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45449: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45453: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45455: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45456: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45457: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45459: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45464: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45466: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45469: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45470: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45479: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45490: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45496: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45497: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45500: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45502: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45512: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45522: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45525: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45526: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45528: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45529: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45534: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45537: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45541: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45542: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45543: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45545: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45549: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45553: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45556: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45559: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45561: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45562: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45565: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45571: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45572: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45573: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45582: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45584: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45594: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45597: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45600: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45603: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45604: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45606: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45611: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45612: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45617: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45621: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45624: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45625: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45628: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45629: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45630: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45631: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45632: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45634: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45639: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45643: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45645: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45653: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45654: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45656: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45663: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45673: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45677: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45685: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45686: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45687: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45692: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45698: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45713: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45717: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45718: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45723: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45727: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45730: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45731: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45732: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45734: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45736: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45756: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45763: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45765: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45768: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45782: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45783: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45786: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45788: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45790: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45794: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45795: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45798: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45800: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45802: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45805: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45806: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45811: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45814: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45818: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45827: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45831: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45832: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45833: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45837: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45841: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45850: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45854: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45856: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45861: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45869: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45875: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45880: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45881: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45886: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45891: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45902: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45904: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45909: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45911: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45914: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45915: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45921: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45922: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45924: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45926: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45928: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45929: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45933: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45934: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45936: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45937: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45940: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45944: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45945: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45950: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45951: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45952: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45953: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45955: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45959: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45960: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45962: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45964: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45967: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45977: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45981: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45984: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45987: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 45990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45992: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45994: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45995: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 45997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 45998: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 45999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46000: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46001: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46005: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46007: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46008: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46010: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46011: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46016: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46017: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46021: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46022: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46023: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46035: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46038: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46039: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46040: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46041: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46045: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46047: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46051: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46053: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46054: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46056: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46057: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46060: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46067: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46072: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46079: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46082: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46085: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46088: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46089: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46090: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46092: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46093: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46094: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46100: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46103: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46108: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46109: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46110: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46111: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46114: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46118: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46124: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46125: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46128: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46130: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46131: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46132: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46134: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46135: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46136: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46138: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46141: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46142: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46145: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46148: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46149: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46151: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46152: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46154: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46155: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46156: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46157: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46159: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46161: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46162: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46164: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46170: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46173: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46179: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46182: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46184: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46185: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46186: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46187: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46191: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46192: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46194: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46197: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46199: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46200: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46201: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46202: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46208: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46209: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46211: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46212: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46213: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46214: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46215: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46217: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46224: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46226: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46228: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46229: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46230: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46236: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46237: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46245: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46250: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46252: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46260: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46262: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46263: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46265: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46267: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46270: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46273: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46275: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46282: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46283: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46284: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46285: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46290: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46293: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46298: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46299: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46306: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46308: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46318: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46319: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46324: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46325: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46328: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46329: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46331: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46343: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46344: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46346: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46349: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46350: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46352: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46355: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46356: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46357: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46358: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46360: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46361: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46368: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46371: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46374: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46376: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46377: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46379: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46384: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46388: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46395: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46397: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46399: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46405: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46406: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46407: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46408: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46411: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46412: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46417: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46419: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46420: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46421: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46423: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46430: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46431: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46439: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46441: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46442: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46444: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46445: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46450: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46452: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46453: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46454: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46455: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46457: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46458: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46459: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46461: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46463: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46465: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46468: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46470: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46471: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46473: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46477: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46478: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46479: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46488: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46489: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46491: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46492: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46496: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46497: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46500: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46501: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46502: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46503: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46504: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46508: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46512: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46513: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46514: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46515: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46516: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46520: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46521: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46529: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46530: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46531: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46536: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46542: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46548: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46554: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46556: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46558: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46562: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46563: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46570: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46573: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46581: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46583: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46585: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46588: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46589: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46593: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46594: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46595: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46600: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46605: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46607: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46608: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46613: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46616: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46621: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46625: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46627: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46631: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46632: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46633: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46635: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46636: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46638: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46641: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46643: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46644: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46645: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46646: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46648: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46650: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46652: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46655: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46657: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46660: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46665: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46668: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46670: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46671: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46672: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46676: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46678: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46689: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46693: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46694: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46699: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46702: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46703: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46705: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46706: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46707: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46708: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46711: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46712: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46713: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46714: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46720: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46722: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46723: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46725: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46726: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46738: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46744: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46745: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46746: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46750: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46752: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46757: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46772: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46775: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46777: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46778: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46779: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46780: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46781: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46784: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46785: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46787: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46791: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46796: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46799: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46801: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46805: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46812: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46813: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46820: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46822: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46825: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46827: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46829: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46833: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46838: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46842: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46843: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46844: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46858: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46861: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46863: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46865: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46866: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46873: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46875: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46879: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46881: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46882: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46884: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46886: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46887: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46889: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46892: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46895: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46897: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46898: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46899: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46900: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46901: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46902: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46903: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46904: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46906: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46907: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46910: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46911: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46913: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46916: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46917: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46918: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46920: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46922: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46923: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46927: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46928: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46931: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46932: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46933: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46935: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46937: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46939: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46941: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46947: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46948: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46950: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46951: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46955: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46957: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46958: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46959: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46962: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46967: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46968: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46969: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46974: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46978: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46979: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46984: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46986: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46987: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46988: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46990: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46991: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 46992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46996: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 46997: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 46998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 46999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47001: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47002: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47003: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47006: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47009: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47013: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47015: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47016: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47019: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47021: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47023: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47025: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47026: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47027: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47029: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47032: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47033: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47034: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47035: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47036: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47037: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47040: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47044: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47046: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47047: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47048: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47050: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47057: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47058: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47059: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47061: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47062: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47065: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47066: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47069: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47070: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47071: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47075: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47077: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47078: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47080: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47081: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47083: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47084: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47085: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47086: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47087: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47088: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47089: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47095: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47100: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47101: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47104: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47107: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47108: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47111: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47112: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47113: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47114: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47116: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47120: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47121: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47122: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47123: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47124: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47126: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47129: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47131: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47132: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47133: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47134: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47135: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47136: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47138: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47139: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47140: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47144: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47147: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47149: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47150: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47151: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47153: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47154: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47156: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47158: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47163: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47164: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47165: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47167: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47168: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47173: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47174: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47175: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47176: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47179: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47180: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47181: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47183: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47188: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47189: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47190: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47193: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47194: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47195: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47198: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47206: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47207: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47211: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47214: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47216: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47217: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47218: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47223: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47224: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47225: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47227: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47230: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47232: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47233: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47234: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47235: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47240: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47242: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47244: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47248: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47249: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47252: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47258: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47259: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47260: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47261: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47263: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47268: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47269: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47274: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47277: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47278: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47279: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47280: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47284: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47285: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47286: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47287: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47288: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47289: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47291: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47292: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47293: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47295: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47296: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47298: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47300: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47303: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47304: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47305: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47307: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47309: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47311: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47312: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47313: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47315: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47317: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47318: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47319: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47320: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47323: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47326: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47327: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47330: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47331: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47333: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47334: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47335: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47336: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47338: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47342: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47343: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47345: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47347: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47348: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47349: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47350: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47353: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47354: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47361: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47362: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47363: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47364: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47365: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47367: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47369: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47372: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47374: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47375: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47379: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47380: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47383: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47386: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47387: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47388: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47389: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47390: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47391: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47393: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47394: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47399: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47400: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47401: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47402: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47404: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47407: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47408: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47410: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47412: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47413: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47414: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47415: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47416: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47421: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47423: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47424: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47428: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47429: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47432: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47433: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47434: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47435: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47436: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47437: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47438: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47443: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47445: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47446: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47447: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47448: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47449: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47450: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47451: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47454: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47456: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47462: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47463: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47465: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47466: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47473: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47474: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47476: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47477: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47479: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47482: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47483: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47484: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47485: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47487: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47489: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47493: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47494: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47498: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47499: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47501: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47503: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47506: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47508: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47509: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47511: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47512: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47513: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47514: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47515: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47516: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47518: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47520: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47523: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47524: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47527: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47528: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47531: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47534: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47537: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47538: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47539: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47544: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47545: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47547: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47550: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47551: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47552: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47553: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47555: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47558: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47564: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47565: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47567: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47568: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47570: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47572: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47574: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47577: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47578: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47581: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47587: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47588: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47593: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47595: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47597: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47598: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47599: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47600: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47601: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47602: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47604: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47607: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47608: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47609: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47610: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47613: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47614: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47616: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47619: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47620: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47622: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47623: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47625: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47626: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47628: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47629: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47630: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47631: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47633: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47637: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47638: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47644: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47646: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47647: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47649: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47650: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47651: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47654: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47657: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47658: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47664: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47665: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47666: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47667: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47668: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47669: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47670: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47671: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47674: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47677: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47678: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47680: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47681: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47682: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47683: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47685: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47686: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47687: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47688: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47691: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47693: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47694: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47695: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47696: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47697: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47699: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47700: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47701: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47703: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47706: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47708: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47710: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47711: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47712: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47715: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47719: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47720: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47721: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47723: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47727: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47728: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47733: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47734: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47736: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47737: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47738: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47741: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47742: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47747: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47748: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47749: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47750: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47751: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47753: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47755: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47758: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47759: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47763: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47765: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47767: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47769: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47770: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47774: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47775: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47778: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47779: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47781: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47787: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47790: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47792: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47794: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47795: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47802: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47803: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47804: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47807: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47808: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47812: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47813: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47815: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47816: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47817: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47819: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47820: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47821: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47822: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47823: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47824: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47825: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47833: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47834: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47835: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47836: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47837: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47839: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47842: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47845: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47846: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47848: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47849: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47850: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47851: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47852: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47853: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47855: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47856: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47858: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47859: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47860: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47862: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47863: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47865: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47867: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47869: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47871: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47872: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47873: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47876: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47877: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47880: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47881: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47882: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47883: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47886: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47891: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47893: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47895: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47896: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47900: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47902: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47906: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47907: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47908: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47909: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47912: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47914: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47915: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47920: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47923: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47924: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47925: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47928: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47931: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47932: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47933: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47934: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47936: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47941: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47942: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47944: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47945: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47946: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47948: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47949: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47950: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47952: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47965: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47968: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47969: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47971: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47972: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47973: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47975: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47979: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47980: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47981: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47982: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47985: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47989: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47992: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 47994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 47995: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47996: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47997: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 47998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 47999: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48001: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48002: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48003: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48004: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48005: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48006: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48007: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48009: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48011: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48012: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48014: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48015: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48018: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48020: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48021: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48024: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48025: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48026: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48027: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48028: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48029: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48030: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48031: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48032: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48033: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48034: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48035: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48036: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48038: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48041: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48042: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48043: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48044: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48045: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48047: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48051: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48052: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48053: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48054: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48055: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48058: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48059: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48062: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48064: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48065: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48067: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48068: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48069: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48070: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48071: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48072: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48074: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48075: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48076: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48079: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48082: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48083: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48087: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48089: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48090: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48091: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48092: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48094: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48095: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48097: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48098: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48099: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48100: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48101: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48102: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48103: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48104: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48106: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48107: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48108: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48109: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48110: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48111: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48112: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48113: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48114: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48118: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48119: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48120: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48122: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48123: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48124: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48125: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48126: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48127: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48128: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48129: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48133: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48135: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48137: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48138: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48140: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48141: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48143: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48144: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48145: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48146: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48147: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48148: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48150: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48152: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48153: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48155: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48159: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48160: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48161: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48164: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48165: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48168: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48169: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48170: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48171: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48172: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48173: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48175: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48176: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48177: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48178: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48180: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48181: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48183: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48186: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48188: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48189: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48190: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48191: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48192: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48194: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48195: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48196: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48198: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48199: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48201: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48203: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48205: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48208: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48210: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48211: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48212: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48214: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48215: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48216: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48218: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48219: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48220: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48221: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48222: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48223: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48225: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48227: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48229: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48231: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48232: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48233: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48234: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48235: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48237: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48238: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48239: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48241: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48242: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48243: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48244: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48245: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48246: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48247: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48250: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48251: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48254: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48255: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48256: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48257: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48258: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48259: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48260: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48261: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48262: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48263: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48264: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48265: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48266: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48267: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48269: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48270: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48271: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48272: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48273: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48275: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48276: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48277: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48278: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48279: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48280: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48281: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48285: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48286: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48287: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48288: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48289: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48290: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48291: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48294: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48295: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48296: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48297: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48298: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48299: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48300: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48301: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48302: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48303: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48304: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48305: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48308: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48310: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48311: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48312: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48313: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48314: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48315: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48316: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48317: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48318: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48319: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48320: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48321: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48322: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48323: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48324: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48328: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48329: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48332: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48336: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48337: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48340: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48341: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48342: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48343: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48344: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48345: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48346: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48347: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48348: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48351: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48352: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48353: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48355: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48356: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48357: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48358: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48359: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48360: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48361: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48362: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48364: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48365: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48368: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48369: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48370: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48371: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48372: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48373: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48377: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48378: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48379: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48380: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48381: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48382: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48383: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48384: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48385: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48387: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48388: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48389: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48390: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48392: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48395: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48396: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48397: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48400: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48401: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48402: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48403: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48405: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48406: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48408: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48409: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48411: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48413: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48416: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48418: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48419: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48420: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48421: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48422: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48423: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48425: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48426: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48427: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48428: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48431: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48432: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48435: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48436: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48437: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48438: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48439: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48440: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48441: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48442: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48443: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48444: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48446: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48448: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48450: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48451: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48452: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48453: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48454: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48456: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48458: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48459: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48460: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48462: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48464: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48465: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48466: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48468: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48469: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48470: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48472: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48473: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48474: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48475: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48478: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48480: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48481: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48482: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48484: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48485: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48486: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48488: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48489: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48490: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48493: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48494: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48495: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48496: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48497: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48498: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48499: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48501: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48503: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48504: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48505: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48506: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48507: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48509: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48510: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48511: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48516: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48517: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48518: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48519: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48520: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48522: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48523: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48524: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48525: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48526: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48527: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48528: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48530: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48531: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48532: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48533: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48535: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48538: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48539: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48541: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48542: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48546: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48547: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48548: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48549: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48550: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48551: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48552: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48553: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48554: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48555: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48556: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48557: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48558: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48560: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48561: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48562: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48563: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48564: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48566: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48567: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48568: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48569: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48570: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48573: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48574: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48575: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48576: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48577: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48578: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48579: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48580: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48582: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48583: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48584: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48585: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48586: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48587: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48589: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48590: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48591: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48592: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48595: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48596: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48597: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48598: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48599: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48601: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48603: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48604: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48605: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48606: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48607: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48610: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48612: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48615: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48617: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48618: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48619: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48620: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48622: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48623: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48624: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48626: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48627: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48628: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48633: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48634: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48635: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48639: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48642: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48645: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48648: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48649: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48650: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48651: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48652: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48653: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48654: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48655: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48656: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48658: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48659: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48660: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48661: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48662: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48663: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48667: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48668: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48671: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48672: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48673: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48674: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48676: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48677: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48678: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48679: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48682: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48683: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48684: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48685: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48687: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48688: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48689: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48690: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48691: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48692: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48693: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48695: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48696: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48697: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48698: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48700: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48701: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48702: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48703: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48704: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48705: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48706: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48707: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48708: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48709: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48711: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48713: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48714: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48717: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48718: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48719: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48721: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48724: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48725: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48726: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48727: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48728: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48729: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48730: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48731: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48732: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48733: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48735: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48736: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48737: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48739: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48740: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48741: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48743: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48744: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48745: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48746: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48748: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48750: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48751: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48752: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48753: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48754: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48756: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48757: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48758: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48759: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48760: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48761: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48762: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48763: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48764: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48766: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48767: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48768: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48769: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48770: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48771: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48772: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48773: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48774: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48775: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48776: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48777: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48779: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48780: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48782: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48783: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48784: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48785: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48786: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48787: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48788: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48789: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48790: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48791: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48792: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48793: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48796: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48797: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48798: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48799: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48800: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48802: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48804: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48805: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48806: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48808: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48809: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48810: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48811: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48813: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48814: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48815: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48816: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48818: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48822: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48823: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48825: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48826: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48827: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48828: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48829: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48830: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48831: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48835: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48837: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48838: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48840: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48841: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48842: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48843: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48844: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48846: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48847: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48848: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48849: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48851: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48852: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48853: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48854: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48856: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48861: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48864: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48865: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48866: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48868: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48870: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48872: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48874: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48876: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48878: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48879: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48880: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48883: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48884: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48887: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48888: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48889: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48890: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48893: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48894: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48896: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48898: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48899: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48900: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48901: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48904: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48905: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48907: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48908: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48910: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48913: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48914: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48916: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48917: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48918: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48919: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48921: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48922: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48925: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48926: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48929: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48930: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48932: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48935: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48938: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48941: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48942: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48943: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48944: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48945: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48946: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48947: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48949: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48954: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48956: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48958: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48960: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48961: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48963: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48964: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48965: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48966: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48968: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48970: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48971: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48972: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48973: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48975: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48976: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48977: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48979: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48980: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48982: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48983: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48985: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48986: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 48987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48988: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48989: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48990: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48991: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48993: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48994: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48995: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 48996: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48997: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 48998: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 48999: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49000: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49001: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49002: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49003: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49004: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49005: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49006: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49007: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49008: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49009: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49010: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49011: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49012: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49013: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49014: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49015: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49016: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49017: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49018: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49019: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49020: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49021: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49022: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49023: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49024: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49025: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49026: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49027: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49028: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49029: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49030: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49031: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49032: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49033: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49034: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49035: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49036: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49037: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49038: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49039: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49040: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49041: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49042: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49043: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49044: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49045: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49046: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49047: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49048: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49049: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49050: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49051: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49052: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49053: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49054: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49055: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49056: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49057: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49058: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49059: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49060: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49061: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49062: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49063: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49064: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49065: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49066: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49067: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49068: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49069: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49070: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49071: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49072: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49073: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49074: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49075: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49076: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49077: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49078: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49079: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49080: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49081: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49082: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49083: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49084: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49085: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49086: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49087: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49088: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49089: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49090: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49091: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49092: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49093: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49094: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49095: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49096: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49097: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49098: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49099: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49100: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49101: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49102: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49103: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49104: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49105: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49106: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49107: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49108: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49109: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49110: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49111: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49112: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49113: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49114: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49115: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49116: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49117: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49118: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49119: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49120: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49121: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49122: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49123: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49124: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49125: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49126: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49127: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49128: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49129: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49130: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49131: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49132: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49133: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49134: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49136: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49137: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49138: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49139: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49140: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49141: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49142: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49143: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49144: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49145: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49146: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49147: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49148: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49149: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49150: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49151: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49152: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49153: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49154: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49155: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49156: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49157: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49158: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49159: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49160: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49161: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49162: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49163: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49164: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49165: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49166: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49167: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49168: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49169: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49170: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49171: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49172: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49173: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49174: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49175: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49176: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49177: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49178: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49179: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49180: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49181: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49182: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49183: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49184: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49185: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49186: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49187: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49188: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49189: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49190: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49191: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49192: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49193: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49194: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49195: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49196: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49197: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49198: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49199: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49200: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49201: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49202: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49203: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49204: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49205: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49206: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49207: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49208: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49209: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49210: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49211: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49212: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49213: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49214: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49215: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49216: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49217: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49218: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49219: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49220: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49221: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49222: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49223: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49224: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49225: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49226: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49227: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49228: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49229: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49230: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49231: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49232: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49233: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49234: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49235: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49236: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49237: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49238: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49239: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49240: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49241: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49242: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49243: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49244: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49245: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49246: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49247: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49248: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49249: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49250: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49251: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49252: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49253: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49254: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49255: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49256: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49257: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49258: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49259: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49260: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49261: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49262: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49263: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49264: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49265: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49266: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49267: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49268: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49269: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49270: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49271: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49272: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49273: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49274: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49275: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49276: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49277: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49278: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49279: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49280: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49281: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49282: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49283: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49284: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49285: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49286: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49287: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49288: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49289: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49290: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49291: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49292: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49293: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49294: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49295: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49296: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49297: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49298: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49299: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49300: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49301: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49302: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49303: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49304: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49305: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49306: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49307: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49308: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49309: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49310: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49311: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49312: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49313: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49314: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49315: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49316: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49317: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49318: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49319: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49320: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49321: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49322: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49323: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49324: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49325: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49326: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49327: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49328: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49329: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49330: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49331: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49332: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49333: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49334: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49335: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49336: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49337: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49338: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49339: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49340: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49341: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49342: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49343: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49344: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49345: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49346: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49347: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49348: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49349: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49350: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49351: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49352: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49353: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49354: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49355: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49356: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49357: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49358: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49359: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49360: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49361: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49362: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49363: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49364: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49365: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49366: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49367: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49368: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49369: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49370: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49371: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49372: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49373: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49374: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49375: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49376: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49377: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49378: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49379: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49380: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49381: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49382: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49383: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49384: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49385: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49386: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49387: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49388: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49389: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49390: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49391: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49392: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49393: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49394: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49395: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49396: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49397: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49398: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49399: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49400: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49401: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49402: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49403: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49404: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49405: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49406: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49407: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49408: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49409: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49410: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49411: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49412: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49413: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49414: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49415: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49416: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49417: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49418: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49419: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49420: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49421: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49422: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49423: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49424: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49425: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49426: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49427: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49428: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49429: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49430: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49431: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49432: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49433: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49434: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49435: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49436: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49437: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49438: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49439: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49440: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49441: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49442: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49443: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49444: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49445: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49446: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49447: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49448: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49449: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49450: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49451: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49452: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49453: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49454: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49455: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49456: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49457: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49458: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49459: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49460: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49461: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49462: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49463: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49464: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49465: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49466: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49467: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49468: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49469: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49470: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49471: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49472: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49473: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49474: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49475: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49476: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49477: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49478: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49479: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49480: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49481: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49482: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49483: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49484: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49485: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49486: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49487: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49488: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49489: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49490: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49491: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49492: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49493: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49494: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49495: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49496: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49497: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49498: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49499: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49500: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49501: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49502: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49503: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49504: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49505: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49506: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49507: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49508: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49509: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49510: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49511: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49512: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49513: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49514: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49515: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49516: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49517: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49518: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49519: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49520: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49521: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49522: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49523: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49524: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49525: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49526: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49527: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49528: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49529: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49530: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49531: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49532: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49533: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49534: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49535: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49536: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49537: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49538: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49539: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49540: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49541: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49542: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49543: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49544: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49545: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49546: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49547: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49548: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49549: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49550: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49551: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49552: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49553: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49554: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49555: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49556: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49557: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49558: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49559: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49560: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49561: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49562: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49563: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49564: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49565: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49566: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49567: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49568: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49569: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49570: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49571: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49572: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49573: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49574: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49575: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49576: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49577: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49578: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49579: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49580: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49581: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49582: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49583: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49584: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49585: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49586: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49587: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49588: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49589: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49590: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49591: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49592: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49593: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49594: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49596: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49597: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49598: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49599: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49600: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49601: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49602: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49603: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49604: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49605: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49606: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49607: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49608: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49609: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49610: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49611: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49612: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49613: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49614: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49615: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49616: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49617: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49618: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49619: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49620: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49621: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49622: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49623: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49624: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49625: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49626: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49627: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49628: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49629: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49630: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49631: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49632: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49633: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49634: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49635: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49636: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49637: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49638: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49639: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49640: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49641: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49642: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49643: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49644: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49645: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49646: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49647: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49648: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49649: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49650: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49651: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49652: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49653: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49654: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49655: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49656: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49657: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49658: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49659: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49660: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49661: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49662: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49663: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49664: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49665: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49666: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49667: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49668: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49669: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49670: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49671: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49672: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49674: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49675: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49676: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49677: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49678: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49679: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49680: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49681: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49682: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49683: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49684: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49685: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49686: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49687: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49688: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49689: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49690: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49691: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49692: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49693: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49694: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49695: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49696: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49697: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49698: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49699: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49700: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49701: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49702: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49703: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49704: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49705: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49707: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49708: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49709: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49710: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49711: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49712: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49713: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49714: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49715: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49716: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49717: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49718: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49719: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49720: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49721: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49722: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49723: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49724: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49725: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49726: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49727: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49728: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49729: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49730: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49731: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49732: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49733: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49734: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49735: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49736: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49737: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49738: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49739: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49740: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49741: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49742: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49743: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49744: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49745: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49746: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49747: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49748: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49749: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49750: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49751: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49752: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49753: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49754: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49755: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49756: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49757: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49758: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49759: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49760: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49761: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49762: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49763: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49764: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49765: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49766: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49767: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49768: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49769: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49770: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49771: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49772: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49773: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49774: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49775: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49776: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49777: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49778: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49779: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49780: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49781: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49782: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49783: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49784: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49785: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49786: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49787: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49788: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49789: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49790: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49791: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49792: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49793: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49794: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49795: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49796: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49797: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49798: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49799: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49800: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49801: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49802: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49803: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49804: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49805: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49806: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49807: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49808: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49809: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49810: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49811: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49812: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49813: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49815: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49816: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49817: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49818: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49819: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49820: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49821: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49822: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49823: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49824: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49825: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49826: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49827: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49828: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49829: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49830: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49831: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49832: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49833: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49834: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49835: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49836: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49837: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49838: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49839: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49840: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49841: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49842: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49843: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49845: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49846: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49847: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49848: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49849: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49850: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49851: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49852: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49853: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49854: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49855: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49856: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49857: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49858: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49859: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49860: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49861: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49862: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49863: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49864: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49865: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49866: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49867: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49868: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49869: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49870: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49871: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49872: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49873: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49874: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49875: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49876: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49877: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49878: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49879: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49880: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49881: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49882: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49883: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49884: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49885: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49886: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49887: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49888: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49889: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49890: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49891: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49892: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49893: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49894: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49895: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49896: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49897: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49898: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49899: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49900: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49901: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49902: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49903: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49904: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49905: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49906: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49907: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49908: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49909: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49910: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49911: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49912: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49913: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49914: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49915: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49916: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49917: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49918: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49919: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49920: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49921: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49922: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49923: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49924: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49925: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49926: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49927: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49928: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49929: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49930: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49931: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49932: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49933: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49934: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49935: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49936: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49937: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49938: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49939: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49940: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49941: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49942: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49943: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49944: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49945: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49946: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49948: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49949: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49950: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49951: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49952: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49953: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49954: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49955: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49956: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49957: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49958: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49959: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49960: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49961: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49962: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49963: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49964: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49965: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49966: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49967: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49968: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49969: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49970: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49971: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49972: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49973: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49974: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49975: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49976: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49977: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49978: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49979: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49980: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49981: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49982: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49983: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49984: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49985: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49986: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49987: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49988: Cluster = 2, Characteristics = New customers, recent engagement, low purchase frequency., Strategy = ['Focus on nurturing these customers through welcome offers or first-time buyer discounts.', 'Provide a personalized shopping experience to encourage repeat purchases.', 'Send follow-up emails or push notifications to keep them engaged.']
Row 49989: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49990: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49991: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49992: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49993: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49994: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49995: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49996: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 49997: Cluster = 0, Characteristics = Highly engaged, made recent purchases, high spending., Strategy = ['Offer loyalty rewards (e.g., VIP programs, early access to new products).', 'Introduce referral programs to encourage bringing in new customers.', 'Provide exclusive discounts or personalized product recommendations.']
Row 49998: Cluster = 1, Characteristics = Haven't made a purchase recently but were frequent buyers., Strategy = ['Launch a re-engagement campaign with personalized offers and incentives.', 'Use email marketing to highlight new arrivals or special deals to win them back.', 'Offer time-sensitive discounts to create urgency and bring them back.']
Row 49999: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
Row 50000: Cluster = 3, Characteristics = Low purchase frequency, haven't bought anything in a long time., Strategy = ['Allocate minimal marketing resources to this segment.', 'Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.']
In [17]:
rfm.head()
Out[17]:
Recency Frequency Monetary recency_score frequency_score monetary_score RFM_SCORE segment Cluster Customer_Characteristics Business_Strategy_List
Customer_ID
1 289 3 5600 2 1 5 21 Hibernating 3 Low purchase frequency, haven't bought anythin... [Allocate minimal marketing resources to this ...
2 73 6 6459 4 4 5 44 Loyal Customers 3 Low purchase frequency, haven't bought anythin... [Allocate minimal marketing resources to this ...
3 223 4 3613 3 2 3 32 About to sleep 0 Highly engaged, made recent purchases, high sp... [Offer loyalty rewards (e.g., VIP programs, ea...
4 442 5 4339 1 3 4 13 At Risk 3 Low purchase frequency, haven't bought anythin... [Allocate minimal marketing resources to this ...
5 425 5 2263 2 3 2 23 At Risk 0 Highly engaged, made recent purchases, high sp... [Offer loyalty rewards (e.g., VIP programs, ea...
In [25]:
import pandas as pd

# Set display options to show complete values for each column
pd.set_option('display.max_columns', None)  # Display all columns
pd.set_option('display.max_colwidth', None)  # Display full content of each column

# Assuming your DataFrame is named 'rfm'
columns_to_display = [
    'RFM_SCORE',
    'Cluster', 'Customer_Characteristics', 'Business_Strategy_List'
]

# Randomly select 7 rows
rfm_sample = rfm.sample(n=7, random_state=42)

# Display the specified columns of the selected rows
rfm_display = rfm_sample[columns_to_display]
display(rfm_display)
RFM_SCORE Cluster Customer_Characteristics Business_Strategy_List
Customer_ID
48201 12 2 New customers, recent engagement, low purchase frequency. [Focus on nurturing these customers through welcome offers or first-time buyer discounts., Provide a personalized shopping experience to encourage repeat purchases., Send follow-up emails or push notifications to keep them engaged.]
10951 53 3 Low purchase frequency, haven't bought anything in a long time. [Allocate minimal marketing resources to this segment., Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.]
5764 21 0 Highly engaged, made recent purchases, high spending. [Offer loyalty rewards (e.g., VIP programs, early access to new products)., Introduce referral programs to encourage bringing in new customers., Provide exclusive discounts or personalized product recommendations.]
40764 12 2 New customers, recent engagement, low purchase frequency. [Focus on nurturing these customers through welcome offers or first-time buyer discounts., Provide a personalized shopping experience to encourage repeat purchases., Send follow-up emails or push notifications to keep them engaged.]
3786 31 0 Highly engaged, made recent purchases, high spending. [Offer loyalty rewards (e.g., VIP programs, early access to new products)., Introduce referral programs to encourage bringing in new customers., Provide exclusive discounts or personalized product recommendations.]
36046 55 3 Low purchase frequency, haven't bought anything in a long time. [Allocate minimal marketing resources to this segment., Send occasional newsletters or low-investment offers (e.g., free shipping) to reawaken interest.]
7344 11 2 New customers, recent engagement, low purchase frequency. [Focus on nurturing these customers through welcome offers or first-time buyer discounts., Provide a personalized shopping experience to encourage repeat purchases., Send follow-up emails or push notifications to keep them engaged.]
In [22]:
import dash
from dash import dcc, html, Input, Output
import plotly.express as px

# Assuming 'rfm' is your RFM DataFrame
# Sample DataFrame creation for demonstration
# Replace this with your actual RFM DataFrame
# rfm = pd.read_csv('path_to_your_rfm_data.csv')

# Initialize the Dash app
app = dash.Dash(__name__)

# Layout of the Dashboard
app.layout = html.Div([
    html.H1("Customer Segmentation Dashboard"),
    
    dcc.Graph(id='cluster-summary'),
    
    dcc.Graph(id='recency-frequency'),
    
    dcc.Graph(id='monetary-analysis'),
    
    html.Div([
        html.H2("Cluster Means"),
        dcc.Graph(id='cluster-means')
    ])
])

# Callback to update cluster summary
@app.callback(
    Output('cluster-summary', 'figure'),
    Input('cluster-summary', 'id')
)
def update_cluster_summary(_):
    # Calculate summary statistics for all clusters
    summary = rfm.groupby('Cluster').agg({
        'Recency': 'mean',
        'Frequency': 'mean',
        'Monetary': 'mean'
    }).reset_index()

    fig = px.bar(summary, x='Cluster', 
                 y=['Recency', 'Frequency', 'Monetary'],
                 title='Cluster Summary',
                 barmode='group', 
                 labels={'value': 'Mean Value', 'variable': 'Metrics'},
                 height=400)
    return fig

# Callback to update recency-frequency scatter plot
@app.callback(
    Output('recency-frequency', 'figure'),
    Input('recency-frequency', 'id')
)
def update_recency_frequency(_):
    fig = px.scatter(rfm, x='Recency', y='Frequency', color='Cluster',
                     title='Recency vs Frequency',
                     hover_data=['Monetary'],
                     labels={'Recency': 'Recency (Days)', 'Frequency': 'Frequency (Count)'},
                     height=400)
    return fig

# Callback to update monetary analysis
@app.callback(
    Output('monetary-analysis', 'figure'),
    Input('monetary-analysis', 'id')
)
def update_monetary_analysis(_):
    fig = px.histogram(rfm, x='Monetary', color='Cluster', 
                       title='Monetary Distribution by Cluster',
                       labels={'Monetary': 'Monetary Value'},
                       height=400)
    return fig

# Callback to update cluster means visualization
@app.callback(
    Output('cluster-means', 'figure'),
    Input('cluster-means', 'id')
)
def update_cluster_means(_):
    # Calculate mean values for the clusters
    cluster_means = rfm.groupby('Cluster')[['Recency', 'Frequency', 'Monetary']].mean().reset_index()
    cluster_means_melted = cluster_means.melt(id_vars='Cluster', var_name='Metrics', value_name='Mean Value')

    fig = px.line(cluster_means_melted, x='Cluster', y='Mean Value', color='Metrics',
                  title='Mean Recency, Frequency, and Monetary by Cluster',
                  labels={'Mean Value': 'Mean Value'},
                  height=400)
    return fig

# Run the app
if __name__ == '__main__':
    app.run_server(debug=True)
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[22], line 56, in update_recency_frequency(_='recency-frequency')
     51 @app.callback(
     52     Output('recency-frequency', 'figure'),
     53     Input('recency-frequency', 'id')
     54 )
     55 def update_recency_frequency(_):
---> 56     fig = px.scatter(rfm, x='Recency', y='Frequency', color='Cluster',
        rfm =              Recency  Frequency  Monetary recency_score frequency_score  \
Customer_ID                                                               
1                289          3      5600             2               1   
2                 73          6      6459             4               4   
3                223          4      3613             3               2   
4                442          5      4339             1               3   
5                425          5      2263             2               3   
...              ...        ...       ...           ...             ...   
49996            360          7      6107             2               5   
49997            389          2      1592             2               1   
49998             14         10      8440             5               5   
49999            357          6      4188             2               4   
50000            123          7      3871             4               5   

            monetary_score RFM_SCORE          segment  Cluster  \
Customer_ID                                                      
1                        5        21      Hibernating        3   
2                        5        44  Loyal Customers        3   
3                        3        32   About to sleep        0   
4                        4        13          At Risk        3   
5                        2        23          At Risk        0   
...                    ...       ...              ...      ...   
49996                    5        25       Cant Loose        3   
49997                    1        21      Hibernating        0   
49998                    5        55        Champions        1   
49999                    4        24          At Risk        3   
50000                    3        45  Loyal Customers        3   

                                      Customer_Characteristics  \
Customer_ID                                                      
1            Low purchase frequency, haven't bought anythin...   
2            Low purchase frequency, haven't bought anythin...   
3            Highly engaged, made recent purchases, high sp...   
4            Low purchase frequency, haven't bought anythin...   
5            Highly engaged, made recent purchases, high sp...   
...                                                        ...   
49996        Low purchase frequency, haven't bought anythin...   
49997        Highly engaged, made recent purchases, high sp...   
49998        Haven't made a purchase recently but were freq...   
49999        Low purchase frequency, haven't bought anythin...   
50000        Low purchase frequency, haven't bought anythin...   

                                        Business_Strategy_List  
Customer_ID                                                     
1            [Allocate minimal marketing resources to this ...  
2            [Allocate minimal marketing resources to this ...  
3            [Offer loyalty rewards (e.g., VIP programs, ea...  
4            [Allocate minimal marketing resources to this ...  
5            [Offer loyalty rewards (e.g., VIP programs, ea...  
...                                                        ...  
49996        [Allocate minimal marketing resources to this ...  
49997        [Offer loyalty rewards (e.g., VIP programs, ea...  
49998        [Launch a re-engagement campaign with personal...  
49999        [Allocate minimal marketing resources to this ...  
50000        [Allocate minimal marketing resources to this ...  

[49661 rows x 11 columns]
        px = <module 'plotly.express' from 'c:\\Users\\Jeena\\.vscode\\src\\.venv\\Lib\\site-packages\\plotly\\express\\__init__.py'>
     57                      title='Recency vs Frequency',
     58                      hover_data=['Monetary'],
     59                      labels={'Recency': 'Recency (Days)', 'Frequency': 'Frequency (Count)'},
     60                      height=400)
     61     return fig

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\express\_chart_types.py:66, in scatter(
    data_frame=             Recency  Frequency  Monetary recenc...esources to this ...  

[49661 rows x 11 columns],
    x='Recency',
    y='Frequency',
    color='Cluster',
    symbol=None,
    size=None,
    hover_name=None,
    hover_data=['Monetary'],
    custom_data=None,
    text=None,
    facet_row=None,
    facet_col=None,
    facet_col_wrap=0,
    facet_row_spacing=None,
    facet_col_spacing=None,
    error_x=None,
    error_x_minus=None,
    error_y=None,
    error_y_minus=None,
    animation_frame=None,
    animation_group=None,
    category_orders=None,
    labels={'Frequency': 'Frequency (Count)', 'Recency': 'Recency (Days)'},
    orientation=None,
    color_discrete_sequence=None,
    color_discrete_map=None,
    color_continuous_scale=None,
    range_color=None,
    color_continuous_midpoint=None,
    symbol_sequence=None,
    symbol_map=None,
    opacity=None,
    size_max=None,
    marginal_x=None,
    marginal_y=None,
    trendline=None,
    trendline_options=None,
    trendline_color_override=None,
    trendline_scope='trace',
    log_x=False,
    log_y=False,
    range_x=None,
    range_y=None,
    render_mode='auto',
    title='Recency vs Frequency',
    template=None,
    width=None,
    height=400
)
     12 def scatter(
     13     data_frame=None,
     14     x=None,
   (...)
     60     height=None,
     61 ) -> go.Figure:
     62     """
     63     In a scatter plot, each row of `data_frame` is represented by a symbol
     64     mark in 2D space.
     65     """
---> 66     return make_figure(args=locals(), constructor=go.Scatter)
        go = <module 'plotly.graph_objs' from 'c:\\Users\\Jeena\\.vscode\\src\\.venv\\Lib\\site-packages\\plotly\\graph_objs\\__init__.py'>

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\express\_core.py:2115, in make_figure(
    args={'animation_frame': None, 'animation_group': None, 'category_orders': None, 'color': 'Cluster', 'color_continuous_midpoint': None, 'color_continuous_scale': None, 'color_discrete_map': None, 'color_discrete_sequence': None, 'custom_data': None, 'data_frame':              Recency  Frequency  Monetary recenc...esources to this ...  

[49661 rows x 11 columns], ...},
    constructor=<class 'plotly.graph_objs._scatter.Scatter'>,
    trace_patch={},
    layout_patch={}
)
   2113 trace_patch = trace_patch or {}
   2114 layout_patch = layout_patch or {}
-> 2115 apply_default_cascade(args)
        args = {'data_frame':              Recency  Frequency  Monetary recency_score frequency_score  \
Customer_ID                                                               
1                289          3      5600             2               1   
2                 73          6      6459             4               4   
3                223          4      3613             3               2   
4                442          5      4339             1               3   
5                425          5      2263             2               3   
...              ...        ...       ...           ...             ...   
49996            360          7      6107             2               5   
49997            389          2      1592             2               1   
49998             14         10      8440             5               5   
49999            357          6      4188             2               4   
50000            123          7      3871             4               5   

            monetary_score RFM_SCORE          segment  Cluster  \
Customer_ID                                                      
1                        5        21      Hibernating        3   
2                        5        44  Loyal Customers        3   
3                        3        32   About to sleep        0   
4                        4        13          At Risk        3   
5                        2        23          At Risk        0   
...                    ...       ...              ...      ...   
49996                    5        25       Cant Loose        3   
49997                    1        21      Hibernating        0   
49998                    5        55        Champions        1   
49999                    4        24          At Risk        3   
50000                    3        45  Loyal Customers        3   

                                      Customer_Characteristics  \
Customer_ID                                                      
1            Low purchase frequency, haven't bought anythin...   
2            Low purchase frequency, haven't bought anythin...   
3            Highly engaged, made recent purchases, high sp...   
4            Low purchase frequency, haven't bought anythin...   
5            Highly engaged, made recent purchases, high sp...   
...                                                        ...   
49996        Low purchase frequency, haven't bought anythin...   
49997        Highly engaged, made recent purchases, high sp...   
49998        Haven't made a purchase recently but were freq...   
49999        Low purchase frequency, haven't bought anythin...   
50000        Low purchase frequency, haven't bought anythin...   

                                        Business_Strategy_List  
Customer_ID                                                     
1            [Allocate minimal marketing resources to this ...  
2            [Allocate minimal marketing resources to this ...  
3            [Offer loyalty rewards (e.g., VIP programs, ea...  
4            [Allocate minimal marketing resources to this ...  
5            [Offer loyalty rewards (e.g., VIP programs, ea...  
...                                                        ...  
49996        [Allocate minimal marketing resources to this ...  
49997        [Offer loyalty rewards (e.g., VIP programs, ea...  
49998        [Launch a re-engagement campaign with personal...  
49999        [Allocate minimal marketing resources to this ...  
50000        [Allocate minimal marketing resources to this ...  

[49661 rows x 11 columns], 'x': 'Recency', 'y': 'Frequency', 'color': 'Cluster', 'symbol': None, 'size': None, 'hover_name': None, 'hover_data': ['Monetary'], 'custom_data': None, 'text': None, 'facet_row': None, 'facet_col': None, 'facet_col_wrap': 0, 'facet_row_spacing': None, 'facet_col_spacing': None, 'error_x': None, 'error_x_minus': None, 'error_y': None, 'error_y_minus': None, 'animation_frame': None, 'animation_group': None, 'category_orders': None, 'labels': {'Recency': 'Recency (Days)', 'Frequency': 'Frequency (Count)'}, 'orientation': None, 'color_discrete_sequence': None, 'color_discrete_map': None, 'color_continuous_scale': None, 'range_color': None, 'color_continuous_midpoint': None, 'symbol_sequence': None, 'symbol_map': None, 'opacity': None, 'size_max': None, 'marginal_x': None, 'marginal_y': None, 'trendline': None, 'trendline_options': None, 'trendline_color_override': None, 'trendline_scope': 'trace', 'log_x': False, 'log_y': False, 'range_x': None, 'range_y': None, 'render_mode': 'auto', 'title': 'Recency vs Frequency', 'template': None, 'width': None, 'height': 400}
   2117 args = build_dataframe(args, constructor)
   2118 if constructor in [go.Treemap, go.Sunburst, go.Icicle] and args["path"] is not None:

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\express\_core.py:971, in apply_default_cascade(
    args={'animation_frame': None, 'animation_group': None, 'category_orders': None, 'color': 'Cluster', 'color_continuous_midpoint': None, 'color_continuous_scale': None, 'color_discrete_map': None, 'color_discrete_sequence': None, 'custom_data': None, 'data_frame':              Recency  Frequency  Monetary recenc...esources to this ...  

[49661 rows x 11 columns], ...}
)
    968 if "symbol_sequence" in args:
    969     if args["symbol_sequence"] is None and args["template"].data.scatter:
    970         args["symbol_sequence"] = [
--> 971             scatter.marker.symbol for scatter in args["template"].data.scatter
        args = {'data_frame':              Recency  Frequency  Monetary recency_score frequency_score  \
Customer_ID                                                               
1                289          3      5600             2               1   
2                 73          6      6459             4               4   
3                223          4      3613             3               2   
4                442          5      4339             1               3   
5                425          5      2263             2               3   
...              ...        ...       ...           ...             ...   
49996            360          7      6107             2               5   
49997            389          2      1592             2               1   
49998             14         10      8440             5               5   
49999            357          6      4188             2               4   
50000            123          7      3871             4               5   

            monetary_score RFM_SCORE          segment  Cluster  \
Customer_ID                                                      
1                        5        21      Hibernating        3   
2                        5        44  Loyal Customers        3   
3                        3        32   About to sleep        0   
4                        4        13          At Risk        3   
5                        2        23          At Risk        0   
...                    ...       ...              ...      ...   
49996                    5        25       Cant Loose        3   
49997                    1        21      Hibernating        0   
49998                    5        55        Champions        1   
49999                    4        24          At Risk        3   
50000                    3        45  Loyal Customers        3   

                                      Customer_Characteristics  \
Customer_ID                                                      
1            Low purchase frequency, haven't bought anythin...   
2            Low purchase frequency, haven't bought anythin...   
3            Highly engaged, made recent purchases, high sp...   
4            Low purchase frequency, haven't bought anythin...   
5            Highly engaged, made recent purchases, high sp...   
...                                                        ...   
49996        Low purchase frequency, haven't bought anythin...   
49997        Highly engaged, made recent purchases, high sp...   
49998        Haven't made a purchase recently but were freq...   
49999        Low purchase frequency, haven't bought anythin...   
50000        Low purchase frequency, haven't bought anythin...   

                                        Business_Strategy_List  
Customer_ID                                                     
1            [Allocate minimal marketing resources to this ...  
2            [Allocate minimal marketing resources to this ...  
3            [Offer loyalty rewards (e.g., VIP programs, ea...  
4            [Allocate minimal marketing resources to this ...  
5            [Offer loyalty rewards (e.g., VIP programs, ea...  
...                                                        ...  
49996        [Allocate minimal marketing resources to this ...  
49997        [Offer loyalty rewards (e.g., VIP programs, ea...  
49998        [Launch a re-engagement campaign with personal...  
49999        [Allocate minimal marketing resources to this ...  
50000        [Allocate minimal marketing resources to this ...  

[49661 rows x 11 columns], 'x': 'Recency', 'y': 'Frequency', 'color': 'Cluster', 'symbol': None, 'size': None, 'hover_name': None, 'hover_data': ['Monetary'], 'custom_data': None, 'text': None, 'facet_row': None, 'facet_col': None, 'facet_col_wrap': 0, 'facet_row_spacing': None, 'facet_col_spacing': None, 'error_x': None, 'error_x_minus': None, 'error_y': None, 'error_y_minus': None, 'animation_frame': None, 'animation_group': None, 'category_orders': None, 'labels': {'Recency': 'Recency (Days)', 'Frequency': 'Frequency (Count)'}, 'orientation': None, 'color_discrete_sequence': None, 'color_discrete_map': None, 'color_continuous_scale': None, 'range_color': None, 'color_continuous_midpoint': None, 'symbol_sequence': None, 'symbol_map': None, 'opacity': None, 'size_max': None, 'marginal_x': None, 'marginal_y': None, 'trendline': None, 'trendline_options': None, 'trendline_color_override': None, 'trendline_scope': 'trace', 'log_x': False, 'log_y': False, 'range_x': None, 'range_y': None, 'render_mode': 'auto', 'title': 'Recency vs Frequency', 'template': None, 'width': None, 'height': 400}
        args["symbol_sequence"] = None
        args["template"] = None
    972         ]
    973     if not args["symbol_sequence"] or not any(args["symbol_sequence"]):
    974         args["symbol_sequence"] = ["circle", "diamond", "square", "x", "cross"]

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\graph_objs\scatter\_marker.py:1214, in Marker.symbol(
    self=<class 'plotly.graph_objs.scatter._marker.Marker'> instance
)
   1109 @property
   1110 def symbol(self):
   1111     """
   1112     Sets the marker symbol type. Adding 100 is equivalent to
   1113     appending "-open" to a symbol name. Adding 200 is equivalent to
   (...)
   1212     Any|numpy.ndarray
   1213     """
-> 1214     return self["symbol"]
        Exception trying to inspect frame. No more locals available.

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:4742, in BasePlotlyType.__getitem__(
    self=<class 'plotly.graph_objs.scatter._marker.Marker'> instance,
    prop='symbol'
)
   4739             self._compound_array_props[prop] = []
   4741     return validator.present(self._compound_array_props[prop])
-> 4742 elif self._props is not None and prop in self._props:
        prop = 'symbol'
        Exception trying to inspect frame. No more locals available.
   4743     return validator.present(self._props[prop])
   4744 elif self._prop_defaults is not None:

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:4437, in BasePlotlyType._props(
    self=<class 'plotly.graph_objs.scatter._marker.Marker'> instance
)
   4434     return self._orphan_props
   4435 else:
   4436     # Get data from parent's dict
-> 4437     return self.parent._get_child_props(self)
        Exception trying to inspect frame. No more locals available.

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:4451, in BasePlotlyType._get_child_props(
    self=<class 'plotly.graph_objs._scatter.Scatter'> instance,
    child=<class 'plotly.graph_objs.scatter._marker.Marker'> instance
)
   4439 def _get_child_props(self, child):
   4440     """
   4441     Return properties dict for child
   4442 
   (...)
   4449     dict
   4450     """
-> 4451     if self._props is None:
        Exception trying to inspect frame. No more locals available.
   4452         # If this node's properties are uninitialized then so are its
   4453         # child's
   4454         return None
   4455     else:
   4456         # ### Child a compound property ###

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:4437, in BasePlotlyType._props(
    self=<class 'plotly.graph_objs._scatter.Scatter'> instance
)
   4434     return self._orphan_props
   4435 else:
   4436     # Get data from parent's dict
-> 4437     return self.parent._get_child_props(self)
        Exception trying to inspect frame. No more locals available.

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:4471, in BasePlotlyType._get_child_props(
    self=layout.template.Data({
    'bar': [{'error_x': {...': 'white'}},
               'type': 'table'}]
}),
    child=<class 'plotly.graph_objs._scatter.Scatter'> instance
)
   4469 elif isinstance(validator, CompoundArrayValidator):
   4470     children = self[child.plotly_name]
-> 4471     child_ind = BaseFigure._index_is(children, child)
        Exception trying to inspect frame. No more locals available.
   4472     assert child_ind is not None
   4474     children_props = self._props.get(child.plotly_name, None)

File c:\Users\Jeena\.vscode\src\.venv\Lib\site-packages\plotly\basedatatypes.py:3965, in BaseFigure._index_is(
    iterable=(Scatter({
    'fillpattern': {'fillmode': 'overlay', 'size': 10, 'solidity': 0.2}
}),),
    val=<class 'plotly.graph_objs._scatter.Scatter'> instance
)
   3963 index_list = [i for i, curr_val in enumerate(iterable) if curr_val is val]
   3964 if not index_list:
-> 3965     raise ValueError("Invalid value")
   3967 return index_list[0]

ValueError: Invalid value